SkillReal Magazine

Reporting on manufacturing quality, machine vision and the factory floor.

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Physical AI: Who Verifies the Robot's Work?

SkillReal CEO Shai Newman on why physical AI needs a verification layer, and what we learned from our latest trial with a leading humanoid robot maker.

SkillReal

Published 1 min read

Physical AI: Who Verifies the Robot's Work?

A robot can complete every motion correctly and still produce a part that is out of tolerance. In this video, SkillReal CEO Shai Newman explains why physical AI needs an independent verification layer, and walks through our latest trial with a leading humanoid robot manufacturer: we fed the robot's own camera stream into SkillReal's 3D-AI inspection platform, aligned the part to its CAD model and checked features against tolerance, with no extra measurement cell or sensors.

Related reading:

Physical AI Can Act. It Still Can't Check Its Own Work.

Physical AI Needs a Fourth Verb

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Opinion

Physical AI Needs a Fourth Verb

Physical AI perceives, reasons and acts. On a production floor that is one verb short: every part also has to be verified against its specification.

Shai Newman3 min read

A humanoid robot reaching toward a metal bracket clamped on a fixture, with a blue CAD wireframe and green and red measurement crosshairs overlaid on the part, and the stages SENSE, UNDERSTAND, ACT, VERIFY, CORRECT running along the bottom with VERIFY highlighted in red.

https://skillreal.com/magazine/physical-ai-who-verifies-the-robots-work/

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